MediaPipe-Hand-Gesture-Recognition

qualcomm/MediaPipe-Hand-Gesture-Recognition

MediaPipe-Hand-Gesture-Recognition is a object detection model from qualcomm. Use it when you need objects located in an image. It is set up for pytorch. The card lists the license as apache-2.0.

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Updated Oct 7, 2026

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At a glance

Task: Object Detection
Library: pytorch
License: apache-2.0
Access: Public
Created: Feb 12, 2026
Updated: Oct 7, 2026
SHA: 2d6e94f0

Model card

From the Hugging Face model README

MediaPipe-Hand-Gesture-Recognition: Optimized for Qualcomm Devices

The MediaPipe Gesture Recognizer is a real-time machine learning pipeline that detects hands, predicts 21 hand landmarks, determines handedness (left/right), and classifies gestures from a predefined set

This is based on the implementation of MediaPipe-Hand-Gesture-Recognition found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

Runtime	Precision	Chipset	SDK Versions	Download
ONNX	float	Universal	QAIRT 2.50, ONNX Runtime 1.30.0	Download
ONNX	w8a8	Universal	QAIRT 2.50, ONNX Runtime 1.30.0	Download
QNN_DLC	float	Universal	QAIRT 2.50	Download
QNN_DLC	w8a8	Universal	QAIRT 2.50	Download
TFLITE	float	Universal	QAIRT 2.50	Download
TFLITE	w8a8	Universal	QAIRT 2.50	Download

For more device-specific assets and performance metrics, visit MediaPipe-Hand-Gesture-Recognition on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

Custom weights (e.g., fine-tuned checkpoints)
Custom input shapes
Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for MediaPipe-Hand-Gesture-Recognition on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.object_detection

Model Stats:

Input resolution: 256x256
Model size (canned_gesture_classifier) (float): 577 KB
Model size (canned_gesture_classifier) (w8a8): 180 KB
Model size (hand_landmark_detector) (float): 10.4 MB
Model size (hand_landmark_detector) (w8a8): 3.12 MB
Model size (palm_detector) (float): 6.75 MB
Model size (palm_detector) (w8a8): 2.05 MB
Number of parameters (canned_gesture_classifier): 143K
Number of parameters (hand_landmark_detector): 2.72M
Number of parameters (palm_detector): 1.76M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
canned_gesture_classifier	ONNX	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.06 ms	0 - 23 MB	NPU
canned_gesture_classifier	ONNX	float	Snapdragon® 8 Elite For Galaxy Mobile	0.054 ms	0 - 22 MB	NPU
canned_gesture_classifier	ONNX	float	Snapdragon® X2 Elite	0.042 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	float	Snapdragon® X Elite	0.055 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.069 ms	0 - 32 MB	NPU
canned_gesture_classifier	ONNX	float	Snapdragon® 8 Gen 1 Mobile	0.104 ms	0 - 37 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	0.283 ms	0 - 4 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.078 ms	0 - 2 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® QCS8450	0.104 ms	0 - 37 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	0.16 ms	0 - 3 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.055 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.054 ms	0 - 22 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.058 ms	0 - 26 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.052 ms	0 - 25 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® X2 Elite	0.038 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® X Elite	0.05 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.066 ms	0 - 35 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.098 ms	0 - 38 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	0.428 ms	0 - 3 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.143 ms	0 - 4 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.08 ms	0 - 2 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® QCS8450	0.098 ms	0 - 38 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.166 ms	0 - 3 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.05 ms	1 - 1 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	0.185 ms	0 - 25 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.083 ms	0 - 25 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.052 ms	0 - 25 MB	NPU
canned_gesture_classifier	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.083 ms	0 - 25 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.054 ms	0 - 22 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® 8 Elite For Galaxy Mobile	0.048 ms	0 - 22 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® X2 Elite	0.144 ms	0 - 0 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® X Elite	0.151 ms	1 - 1 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.066 ms	0 - 30 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	0.1 ms	0 - 32 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	0.121 ms	0 - 3 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.078 ms	0 - 1 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® SA8650P	0.22 ms	0 - 20 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® SA8255P	0.22 ms	0 - 20 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® QCS8450	0.1 ms	0 - 32 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	0.144 ms	0 - 2 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.151 ms	1 - 1 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.048 ms	0 - 22 MB	NPU
canned_gesture_classifier	QNN_DLC	float	Qualcomm® SA8295P	0.212 ms	0 - 20 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.054 ms	0 - 22 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.046 ms	0 - 22 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.128 ms	0 - 0 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® X Elite	0.158 ms	1 - 1 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.059 ms	0 - 30 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.097 ms	0 - 31 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	0.338 ms	0 - 2 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.12 ms	0 - 3 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.07 ms	0 - 1 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® SA8650P	0.221 ms	0 - 19 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® SA8255P	0.221 ms	0 - 19 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® QCS8450	0.097 ms	0 - 31 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.13 ms	0 - 2 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.158 ms	1 - 1 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	0.129 ms	0 - 21 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.058 ms	0 - 21 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.046 ms	0 - 22 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Qualcomm® SA8295P	0.216 ms	0 - 20 MB	NPU
canned_gesture_classifier	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.058 ms	0 - 21 MB	NPU
canned_gesture_classifier	TFLITE	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.06 ms	0 - 22 MB	NPU
canned_gesture_classifier	TFLITE	float	Snapdragon® 8 Elite For Galaxy Mobile	0.054 ms	0 - 22 MB	NPU
canned_gesture_classifier	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.06 ms	0 - 31 MB	NPU
canned_gesture_classifier	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	0.102 ms	0 - 36 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	0.151 ms	0 - 3 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.075 ms	0 - 28 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® SA8650P	0.234 ms	0 - 21 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® SA8255P	0.234 ms	0 - 21 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® QCS8450	0.102 ms	0 - 36 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	0.139 ms	0 - 3 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.054 ms	0 - 22 MB	NPU
canned_gesture_classifier	TFLITE	float	Qualcomm® SA8295P	0.215 ms	0 - 19 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.059 ms	0 - 22 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.054 ms	0 - 21 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.065 ms	0 - 29 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.101 ms	0 - 35 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	0.214 ms	0 - 2 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.149 ms	0 - 3 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.065 ms	0 - 3 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® SA8650P	0.226 ms	0 - 19 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® SA8255P	0.226 ms	0 - 19 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® QCS8450	0.101 ms	0 - 35 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.138 ms	0 - 3 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	0.123 ms	0 - 21 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.069 ms	0 - 20 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.054 ms	0 - 21 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Qualcomm® SA8295P	0.212 ms	0 - 19 MB	NPU
canned_gesture_classifier	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.069 ms	0 - 20 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.263 ms	0 - 33 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® 8 Elite For Galaxy Mobile	0.335 ms	0 - 31 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® X2 Elite	0.314 ms	2 - 2 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® X Elite	0.55 ms	7 - 7 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.399 ms	0 - 51 MB	NPU
hand_landmark_detector	ONNX	float	Snapdragon® 8 Gen 1 Mobile	1.001 ms	1 - 55 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	0.979 ms	0 - 4 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.551 ms	1 - 3 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® QCS8450	1.001 ms	1 - 55 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	0.87 ms	1 - 4 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.55 ms	7 - 7 MB	NPU
hand_landmark_detector	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.335 ms	0 - 31 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.154 ms	0 - 40 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.177 ms	0 - 44 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® X2 Elite	0.148 ms	1 - 1 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® X Elite	0.265 ms	0 - 0 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.2 ms	0 - 58 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.383 ms	0 - 62 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	1.25 ms	0 - 3 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.435 ms	0 - 4 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.277 ms	0 - 6 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® QCS8450	0.383 ms	0 - 62 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.409 ms	0 - 3 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.265 ms	0 - 0 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	1.502 ms	0 - 41 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.27 ms	0 - 40 MB	NPU
hand_landmark_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.177 ms	0 - 44 MB	NPU
hand_landmark_detector	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.27 ms	0 - 40 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.234 ms	1 - 31 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® 8 Elite For Galaxy Mobile	0.292 ms	0 - 29 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® X2 Elite	0.376 ms	1 - 1 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® X Elite	0.58 ms	1 - 1 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.351 ms	0 - 47 MB	NPU
hand_landmark_detector	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	0.855 ms	0 - 55 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	0.846 ms	1 - 4 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.474 ms	1 - 2 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® SA8650P	0.866 ms	1 - 29 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® SA8255P	0.866 ms	1 - 29 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® QCS8450	0.855 ms	0 - 55 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	0.752 ms	1 - 3 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.58 ms	1 - 1 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.292 ms	0 - 29 MB	NPU
hand_landmark_detector	QNN_DLC	float	Qualcomm® SA8295P	1.102 ms	0 - 29 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.11 ms	0 - 34 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.135 ms	0 - 33 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.202 ms	0 - 0 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® X Elite	0.291 ms	0 - 0 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.153 ms	0 - 50 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.303 ms	0 - 57 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.08 ms	2 - 4 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.261 ms	0 - 3 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.207 ms	0 - 39 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® SA8650P	0.383 ms	0 - 34 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® SA8255P	0.383 ms	0 - 34 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® QCS8450	0.303 ms	0 - 57 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.292 ms	0 - 2 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.291 ms	0 - 0 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	1.37 ms	0 - 35 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.235 ms	0 - 34 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.135 ms	0 - 33 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Qualcomm® SA8295P	0.518 ms	0 - 34 MB	NPU
hand_landmark_detector	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.235 ms	0 - 34 MB	NPU
hand_landmark_detector	TFLITE	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.241 ms	0 - 31 MB	NPU
hand_landmark_detector	TFLITE	float	Snapdragon® 8 Elite For Galaxy Mobile	0.298 ms	0 - 37 MB	NPU
hand_landmark_detector	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.346 ms	0 - 51 MB	NPU
hand_landmark_detector	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	0.879 ms	0 - 55 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	0.862 ms	0 - 11 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.475 ms	0 - 2 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® SA8650P	0.884 ms	0 - 32 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® SA8255P	0.884 ms	0 - 32 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® QCS8450	0.879 ms	0 - 55 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	0.758 ms	0 - 11 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.298 ms	0 - 37 MB	NPU
hand_landmark_detector	TFLITE	float	Qualcomm® SA8295P	1.116 ms	0 - 29 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.116 ms	0 - 33 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.139 ms	0 - 32 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.146 ms	0 - 49 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.304 ms	0 - 57 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	0.974 ms	0 - 11 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.27 ms	0 - 7 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.207 ms	0 - 2 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® SA8650P	0.404 ms	0 - 33 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® SA8255P	0.404 ms	0 - 33 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® QCS8450	0.304 ms	0 - 57 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.306 ms	0 - 6 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	1.38 ms	0 - 33 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.233 ms	0 - 33 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.139 ms	0 - 32 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Qualcomm® SA8295P	0.537 ms	0 - 33 MB	NPU
hand_landmark_detector	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.233 ms	0 - 33 MB	NPU
palm_detector	ONNX	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.674 ms	0 - 52 MB	NPU
palm_detector	ONNX	float	Snapdragon® 8 Elite For Galaxy Mobile	0.772 ms	0 - 50 MB	NPU
palm_detector	ONNX	float	Snapdragon® X2 Elite	0.756 ms	2 - 2 MB	NPU
palm_detector	ONNX	float	Snapdragon® X Elite	1.421 ms	0 - 0 MB	NPU
palm_detector	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.982 ms	0 - 75 MB	NPU
palm_detector	ONNX	float	Snapdragon® 8 Gen 1 Mobile	2.025 ms	1 - 71 MB	NPU
palm_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	1.944 ms	1 - 5 MB	NPU
palm_detector	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.393 ms	0 - 6 MB	NPU
palm_detector	ONNX	float	Qualcomm® QCS8450	2.025 ms	1 - 71 MB	NPU
palm_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	1.892 ms	1 - 4 MB	NPU
palm_detector	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	1.421 ms	0 - 0 MB	NPU
palm_detector	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.772 ms	0 - 50 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.271 ms	0 - 51 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.285 ms	0 - 54 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® X2 Elite	0.264 ms	1 - 1 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® X Elite	0.494 ms	0 - 0 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.334 ms	0 - 65 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.604 ms	0 - 71 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	1.281 ms	0 - 3 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.548 ms	0 - 4 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.496 ms	0 - 5 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® QCS8450	0.604 ms	0 - 71 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.637 ms	0 - 3 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.494 ms	0 - 0 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	2.537 ms	0 - 180 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.512 ms	0 - 50 MB	NPU
palm_detector	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.285 ms	0 - 54 MB	NPU
palm_detector	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.512 ms	0 - 50 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.632 ms	1 - 48 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® 8 Elite For Galaxy Mobile	0.714 ms	0 - 46 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® X2 Elite	1.0 ms	1 - 1 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® X Elite	1.547 ms	1 - 1 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.912 ms	0 - 68 MB	NPU
palm_detector	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.876 ms	0 - 66 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	1.77 ms	1 - 5 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.306 ms	1 - 12 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® SA8650P	1.978 ms	0 - 46 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® SA8255P	1.978 ms	0 - 46 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® QCS8450	1.876 ms	0 - 66 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.753 ms	1 - 4 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	1.547 ms	1 - 1 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.714 ms	0 - 46 MB	NPU
palm_detector	QNN_DLC	float	Qualcomm® SA8295P	2.229 ms	0 - 40 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.257 ms	0 - 42 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.267 ms	0 - 40 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.379 ms	0 - 0 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® X Elite	0.577 ms	0 - 0 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.305 ms	0 - 56 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.556 ms	0 - 63 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.301 ms	0 - 3 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.542 ms	0 - 3 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.455 ms	0 - 2 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® SA8650P	0.79 ms	0 - 42 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® SA8255P	0.79 ms	0 - 42 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® QCS8450	0.556 ms	0 - 63 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.566 ms	0 - 3 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.577 ms	0 - 0 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	2.386 ms	0 - 48 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.461 ms	0 - 41 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.267 ms	0 - 40 MB	NPU
palm_detector	QNN_DLC	w8a8	Qualcomm® SA8295P	0.799 ms	0 - 40 MB	NPU
palm_detector	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.461 ms	0 - 41 MB	NPU
palm_detector	TFLITE	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.646 ms	0 - 47 MB	NPU
palm_detector	TFLITE	float	Snapdragon® 8 Elite For Galaxy Mobile	0.755 ms	0 - 50 MB	NPU
palm_detector	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.951 ms	0 - 65 MB	NPU
palm_detector	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.981 ms	0 - 64 MB	NPU
palm_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	1.815 ms	0 - 9 MB	NPU
palm_detector	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.36 ms	0 - 4 MB	NPU
palm_detector	TFLITE	float	Qualcomm® SA8650P	2.078 ms	0 - 46 MB	NPU
palm_detector	TFLITE	float	Qualcomm® SA8255P	2.078 ms	0 - 46 MB	NPU
palm_detector	TFLITE	float	Qualcomm® QCS8450	1.981 ms	0 - 64 MB	NPU
palm_detector	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.848 ms	0 - 8 MB	NPU
palm_detector	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.755 ms	0 - 50 MB	NPU
palm_detector	TFLITE	float	Qualcomm® SA8295P	2.354 ms	0 - 38 MB	NPU
palm_detector	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.261 ms	0 - 40 MB	NPU
palm_detector	TFLITE	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.266 ms	0 - 40 MB	NPU
palm_detector	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.311 ms	0 - 54 MB	NPU
palm_detector	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.561 ms	0 - 61 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1.148 ms	0 - 6 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.537 ms	0 - 6 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.46 ms	0 - 42 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® SA8650P	0.818 ms	0 - 39 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® SA8255P	0.818 ms	0 - 39 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® QCS8450	0.561 ms	0 - 61 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.594 ms	0 - 5 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	2.426 ms	0 - 46 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.464 ms	0 - 38 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.266 ms	0 - 40 MB	NPU
palm_detector	TFLITE	w8a8	Qualcomm® SA8295P	0.817 ms	0 - 38 MB	NPU
palm_detector	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.464 ms	0 - 38 MB	NPU

License

The license for the original implementation of MediaPipe-Hand-Gesture-Recognition can be found here.

References

Community

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Task: Object Detection
Library: pytorch
License: apache-2.0
Created: Feb 12, 2026
Updated: Oct 7, 2026